Pandas Profiling Report

Dataset statistics

Number of variables	51
Number of observations	165
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	65.9 KiB
Average record size in memory	408.8 B

Variable types

Categorical	28
Numeric	23

Alerts

`ALP` is highly overall correlated with `GGT`	High correlation
`ALT` is highly overall correlated with `AST`	High correlation
`AST` is highly overall correlated with `ALT`	High correlation
`Alcohol` is highly overall correlated with `Grams_day`	High correlation
`Creatinine` is highly overall correlated with `Encephalopathy` and 1 other fields	High correlation
`Dir_Bil` is highly overall correlated with `Encephalopathy` and 2 other fields	High correlation
`Encephalopathy` is highly overall correlated with `Creatinine` and 1 other fields	High correlation
`Ferritin` is highly overall correlated with `HBeAg`	High correlation
`GGT` is highly overall correlated with `ALP`	High correlation
`Grams_day` is highly overall correlated with `Alcohol`	High correlation
`HBeAg` is highly overall correlated with `Creatinine` and 2 other fields	High correlation
`INR` is highly overall correlated with `Total_Bil`	High correlation
`Iron` is highly overall correlated with `Sat`	High correlation
`PHT` is highly overall correlated with `Spleno` and 1 other fields	High correlation
`Sat` is highly overall correlated with `Iron`	High correlation
`Spleno` is highly overall correlated with `PHT`	High correlation
`Total_Bil` is highly overall correlated with `Dir_Bil` and 2 other fields	High correlation
`male_0` is highly overall correlated with `male_1`	High correlation
`male_1` is highly overall correlated with `male_0`	High correlation
`HBsAg` is highly imbalanced (54.1%)	Imbalance
`HBeAg` is highly imbalanced (94.7%)	Imbalance
`Cirrhosis` is highly imbalanced (54.1%)	Imbalance
`Endemic` is highly imbalanced (67.0%)	Imbalance
`Hemochro` is highly imbalanced (74.7%)	Imbalance
`HIV` is highly imbalanced (86.9%)	Imbalance
`NASH` is highly imbalanced (72.0%)	Imbalance
`Encephalopathy` is highly imbalanced (83.5%)	Imbalance
`Ascites` is highly imbalanced (50.3%)	Imbalance
`Grams_day` has 86 (52.1%) zeros	Zeros
`Packs_year` has 82 (49.7%) zeros	Zeros

Reproduction

Analysis started	2024-05-23 12:57:10.782558
Analysis finished	2024-05-23 12:58:06.407789
Duration	55.63 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

Symptoms
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	112
0.0	53

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	112	67.9%
0.0	53	32.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	112	67.9%
0.0	53	32.1%

Most occurring characters

Value	Count	Frequency (%)
0	218	44.0%
.	165	33.3%
1	112	22.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	218	66.1%
1	112	33.9%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	218	44.0%
.	165	33.3%
1	112	22.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	218	44.0%
.	165	33.3%
1	112	22.6%

Alcohol
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	122
0.0	43

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	122	73.9%
0.0	43	26.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	122	73.9%
0.0	43	26.1%

Most occurring characters

Value	Count	Frequency (%)
0	208	42.0%
.	165	33.3%
1	122	24.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	208	63.0%
1	122	37.0%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	208	42.0%
.	165	33.3%
1	122	24.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	208	42.0%
.	165	33.3%
1	122	24.6%

HBsAg
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	149
1.0	16

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	149	90.3%
1.0	16	9.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	149	90.3%
1.0	16	9.7%

Most occurring characters

Value	Count	Frequency (%)
0	314	63.4%
.	165	33.3%
1	16	3.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	314	95.2%
1	16	4.8%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	314	63.4%
.	165	33.3%
1	16	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	314	63.4%
.	165	33.3%
1	16	3.2%

HBeAg
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	164
1.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.6%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	164	99.4%
1.0	1	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	164	99.4%
1.0	1	0.6%

Most occurring characters

Value	Count	Frequency (%)
0	329	66.5%
.	165	33.3%
1	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	329	99.7%
1	1	0.3%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	329	66.5%
.	165	33.3%
1	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	329	66.5%
.	165	33.3%
1	1	0.2%

HBcAb
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	127
1.0	38

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	127	77.0%
1.0	38	23.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	127	77.0%
1.0	38	23.0%

Most occurring characters

Value	Count	Frequency (%)
0	292	59.0%
.	165	33.3%
1	38	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	292	88.5%
1	38	11.5%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	292	59.0%
.	165	33.3%
1	38	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	292	59.0%
.	165	33.3%
1	38	7.7%

HCVAb
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	131
1.0	34

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	131	79.4%
1.0	34	20.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	131	79.4%
1.0	34	20.6%

Most occurring characters

Value	Count	Frequency (%)
0	296	59.8%
.	165	33.3%
1	34	6.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	296	89.7%
1	34	10.3%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	296	59.8%
.	165	33.3%
1	34	6.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	296	59.8%
.	165	33.3%
1	34	6.9%

Cirrhosis
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	149
0.0	16

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	149	90.3%
0.0	16	9.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	149	90.3%
0.0	16	9.7%

Most occurring characters

Value	Count	Frequency (%)
0	181	36.6%
.	165	33.3%
1	149	30.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	181	54.8%
1	149	45.2%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	181	36.6%
.	165	33.3%
1	149	30.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	181	36.6%
.	165	33.3%
1	149	30.1%

Endemic
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	155
1.0	10

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	155	93.9%
1.0	10	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	155	93.9%
1.0	10	6.1%

Most occurring characters

Value	Count	Frequency (%)
0	320	64.6%
.	165	33.3%
1	10	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	320	97.0%
1	10	3.0%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	320	64.6%
.	165	33.3%
1	10	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	320	64.6%
.	165	33.3%
1	10	2.0%

Smoking
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	104
0.0	61

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	104	63.0%
0.0	61	37.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	104	63.0%
0.0	61	37.0%

Most occurring characters

Value	Count	Frequency (%)
0	226	45.7%
.	165	33.3%
1	104	21.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	226	68.5%
1	104	31.5%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	226	45.7%
.	165	33.3%
1	104	21.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	226	45.7%
.	165	33.3%
1	104	21.0%

Diabetes
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	109
1.0	56

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	109	66.1%
1.0	56	33.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	109	66.1%
1.0	56	33.9%

Most occurring characters

Value	Count	Frequency (%)
0	274	55.4%
.	165	33.3%
1	56	11.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	274	83.0%
1	56	17.0%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	274	55.4%
.	165	33.3%
1	56	11.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	274	55.4%
.	165	33.3%
1	56	11.3%

Obesity
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	145
1.0	20

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	145	87.9%
1.0	20	12.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	145	87.9%
1.0	20	12.1%

Most occurring characters

Value	Count	Frequency (%)
0	310	62.6%
.	165	33.3%
1	20	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	310	93.9%
1	20	6.1%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	310	62.6%
.	165	33.3%
1	20	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	310	62.6%
.	165	33.3%
1	20	4.0%

Hemochro
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	158
1.0	7

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	158	95.8%
1.0	7	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	158	95.8%
1.0	7	4.2%

Most occurring characters

Value	Count	Frequency (%)
0	323	65.3%
.	165	33.3%
1	7	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	323	97.9%
1	7	2.1%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	323	65.3%
.	165	33.3%
1	7	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	323	65.3%
.	165	33.3%
1	7	1.4%

AHT
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	106
1.0	59

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	106	64.2%
1.0	59	35.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	106	64.2%
1.0	59	35.8%

Most occurring characters

Value	Count	Frequency (%)
0	271	54.7%
.	165	33.3%
1	59	11.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	271	82.1%
1	59	17.9%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	271	54.7%
.	165	33.3%
1	59	11.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	271	54.7%
.	165	33.3%
1	59	11.9%

CRI
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	145
1.0	20

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	145	87.9%
1.0	20	12.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	145	87.9%
1.0	20	12.1%

Most occurring characters

Value	Count	Frequency (%)
0	310	62.6%
.	165	33.3%
1	20	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	310	93.9%
1	20	6.1%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	310	62.6%
.	165	33.3%
1	20	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	310	62.6%
.	165	33.3%
1	20	4.0%

HIV
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	162
1.0	3

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	162	98.2%
1.0	3	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	162	98.2%
1.0	3	1.8%

Most occurring characters

Value	Count	Frequency (%)
0	327	66.1%
.	165	33.3%
1	3	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	327	99.1%
1	3	0.9%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	327	66.1%
.	165	33.3%
1	3	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	327	66.1%
.	165	33.3%
1	3	0.6%

NASH
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	157
1.0	8

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	157	95.2%
1.0	8	4.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	157	95.2%
1.0	8	4.8%

Most occurring characters

Value	Count	Frequency (%)
0	322	65.1%
.	165	33.3%
1	8	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	322	97.6%
1	8	2.4%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	322	65.1%
.	165	33.3%
1	8	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	322	65.1%
.	165	33.3%
1	8	1.6%

Varices
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	121
0.0	44

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	121	73.3%
0.0	44	26.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	121	73.3%
0.0	44	26.7%

Most occurring characters

Value	Count	Frequency (%)
0	209	42.2%
.	165	33.3%
1	121	24.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	209	63.3%
1	121	36.7%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	209	42.2%
.	165	33.3%
1	121	24.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	209	42.2%
.	165	33.3%
1	121	24.4%

Spleno
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	99
0.0	66

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	99	60.0%
0.0	66	40.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	99	60.0%
0.0	66	40.0%

Most occurring characters

Value	Count	Frequency (%)
0	231	46.7%
.	165	33.3%
1	99	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	231	70.0%
1	99	30.0%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	231	46.7%
.	165	33.3%
1	99	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	231	46.7%
.	165	33.3%
1	99	20.0%

PHT
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	121
0.0	44

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	121	73.3%
0.0	44	26.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	121	73.3%
0.0	44	26.7%

Most occurring characters

Value	Count	Frequency (%)
0	209	42.2%
.	165	33.3%
1	121	24.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	209	63.3%
1	121	36.7%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	209	42.2%
.	165	33.3%
1	121	24.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	209	42.2%
.	165	33.3%
1	121	24.4%

PVT
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	129
1.0	36

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	129	78.2%
1.0	36	21.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	129	78.2%
1.0	36	21.8%

Most occurring characters

Value	Count	Frequency (%)
0	294	59.4%
.	165	33.3%
1	36	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	294	89.1%
1	36	10.9%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	294	59.4%
.	165	33.3%
1	36	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	294	59.4%
.	165	33.3%
1	36	7.3%

Metastasis
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	129
1.0	36

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	129	78.2%
1.0	36	21.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	129	78.2%
1.0	36	21.8%

Most occurring characters

Value	Count	Frequency (%)
0	294	59.4%
.	165	33.3%
1	36	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	294	89.1%
1	36	10.9%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	294	59.4%
.	165	33.3%
1	36	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	294	59.4%
.	165	33.3%
1	36	7.3%

Hallmark
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	113
0.0	52

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	113	68.5%
0.0	52	31.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	113	68.5%
0.0	52	31.5%

Most occurring characters

Value	Count	Frequency (%)
0	217	43.8%
.	165	33.3%
1	113	22.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	217	65.8%
1	113	34.2%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	217	43.8%
.	165	33.3%
1	113	22.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	217	43.8%
.	165	33.3%
1	113	22.8%

Age
Real number (ℝ)

Distinct	51
Distinct (%)	30.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.690909

Minimum	20
Maximum	93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	20
5-th percentile	41
Q1	57
median	66
Q3	74
95-th percentile	82.8
Maximum	93
Range	73
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	13.319534
Coefficient of variation (CV)	0.20589498
Kurtosis	0.84618985
Mean	64.690909
Median Absolute Deviation (MAD)	8
Skewness	-0.77998848
Sum	10674
Variance	177.40998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	8	4.8%
67	7	4.2%
73	7	4.2%
64	7	4.2%
62	7	4.2%
74	6	3.6%
76	6	3.6%
72	6	3.6%
63	6	3.6%
52	5	3.0%
Other values (41)	100	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	0.6%
23	1	0.6%
25	1	0.6%
27	1	0.6%
36	2	1.2%
40	2	1.2%
41	2	1.2%
43	2	1.2%
44	1	0.6%
45	2	1.2%

Value	Count	Frequency (%)
93	1	0.6%
88	1	0.6%
87	2	1.2%
86	1	0.6%
85	1	0.6%
84	2	1.2%
83	1	0.6%
82	3	1.8%
81	2	1.2%
80	3	1.8%

Grams_day
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.351651

Minimum	0
Maximum	500
Zeros	86
Zeros (%)	52.1%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	100
95-th percentile	200
Maximum	500
Range	500
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	71.84576
Coefficient of variation (CV)	1.4268799
Kurtosis	9.1510646
Mean	50.351651
Median Absolute Deviation (MAD)	0
Skewness	2.2844654
Sum	8308.0223
Variance	5161.8132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	86	52.1%
100	32	19.4%
200	7	4.2%
75	7	4.2%
80	5	3.0%
50	4	2.4%
70	4	2.4%
60	2	1.2%
180	2	1.2%
120	2	1.2%
Other values (14)	14	8.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86	52.1%
4.362395579 × 10^-7	1	0.6%
4.143681623 × 10^-6	1	0.6%
4.145065469 × 10^-6	1	0.6%
0.0008337379778	1	0.6%
0.0215001679	1	0.6%
20	1	0.6%
40	1	0.6%
50	4	2.4%
60	2	1.2%

Value	Count	Frequency (%)
500	1	0.6%
300	1	0.6%
250	1	0.6%
200	7	4.2%
180	2	1.2%
150	1	0.6%
137	1	0.6%
120	2	1.2%
100	32	19.4%
96	1	0.6%

Packs_year
Real number (ℝ)

ZEROS

Distinct	62
Distinct (%)	37.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.133174

Minimum	0
Maximum	510
Zeros	82
Zeros (%)	49.7%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.8767234 × 10^-6
Q3	16
95-th percentile	58.5
Maximum	510
Range	510
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	43.453278
Coefficient of variation (CV)	3.074559
Kurtosis	104.35637
Mean	14.133174
Median Absolute Deviation (MAD)	1.8767234 × 10^-6
Skewness	9.281369
Sum	2331.9737
Variance	1888.1874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	82	49.7%
30	7	4.2%
60	5	3.0%
50	5	3.0%
40	4	2.4%
15	3	1.8%
20	2	1.2%
48	2	1.2%
10	2	1.2%
0.002750771032	1	0.6%
Other values (52)	52	31.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	82	49.7%
1.876723401 × 10^-6	1	0.6%
1.971746038 × 10^-6	1	0.6%
1.528962267 × 10^-5	1	0.6%
3.830158966 × 10^-5	1	0.6%
6.855707792 × 10^-5	1	0.6%
0.0001054181167	1	0.6%
0.0001349296561	1	0.6%
0.0003110824404	1	0.6%
0.0003731806472	1	0.6%

Value	Count	Frequency (%)
510	1	0.6%
80	1	0.6%
78	1	0.6%
67.5	1	0.6%
60	5	3.0%
52.5	1	0.6%
50	5	3.0%
48	2	1.2%
47	1	0.6%
44	1	0.6%

PS
Categorical

Distinct	5
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	80
2.0	32
1.0	30
3.0	18
4.0	5

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	2.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	80	48.5%
2.0	32	19.4%
1.0	30	18.2%
3.0	18	10.9%
4.0	5	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	80	48.5%
2.0	32	19.4%
1.0	30	18.2%
3.0	18	10.9%
4.0	5	3.0%

Most occurring characters

Value	Count	Frequency (%)
0	245	49.5%
.	165	33.3%
2	32	6.5%
1	30	6.1%
3	18	3.6%
4	5	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	245	74.2%
2	32	9.7%
1	30	9.1%
3	18	5.5%
4	5	1.5%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	245	49.5%
.	165	33.3%
2	32	6.5%
1	30	6.1%
3	18	3.6%
4	5	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	245	49.5%
.	165	33.3%
2	32	6.5%
1	30	6.1%
3	18	3.6%
4	5	1.0%

Encephalopathy
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

2.0	161
3.0	4

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	161	97.6%
3.0	4	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	161	97.6%
3.0	4	2.4%

Most occurring characters

Value	Count	Frequency (%)
.	165	33.3%
0	165	33.3%
2	161	32.5%
3	4	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	165	50.0%
2	161	48.8%
3	4	1.2%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	165	33.3%
0	165	33.3%
2	161	32.5%
3	4	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	165	33.3%
0	165	33.3%
2	161	32.5%
3	4	0.8%

Ascites
Categorical

IMBALANCE

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

2.0	147
3.0	18

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	147	89.1%
3.0	18	10.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	147	89.1%
3.0	18	10.9%

Most occurring characters

Value	Count	Frequency (%)
.	165	33.3%
0	165	33.3%
2	147	29.7%
3	18	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	165	50.0%
2	147	44.5%
3	18	5.5%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	165	33.3%
0	165	33.3%
2	147	29.7%
3	18	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	165	33.3%
0	165	33.3%
2	147	29.7%
3	18	3.6%

INR
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	55.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4184092

Minimum	0.84
Maximum	4.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0.84
5-th percentile	1.002
Q1	1.17
median	1.3
Q3	1.53
95-th percentile	2.078
Maximum	4.82
Range	3.98
Interquartile range (IQR)	0.36

Descriptive statistics

Standard deviation	0.47274357
Coefficient of variation (CV)	0.33329138
Kurtosis	19.455338
Mean	1.4184092
Median Absolute Deviation (MAD)	0.16
Skewness	3.6336729
Sum	234.03752
Variance	0.22348648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	7	4.2%
1.17	5	3.0%
1.24	5	3.0%
1.33	5	3.0%
1.18	4	2.4%
1.32	4	2.4%
1.25	4	2.4%
1.53	3	1.8%
1.13	3	1.8%
1.23	3	1.8%
Other values (81)	122	73.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.84	1	0.6%
0.94	3	1.8%
0.95	1	0.6%
0.96	2	1.2%
0.97	1	0.6%
1	1	0.6%
1.01	2	1.2%
1.02	1	0.6%
1.03	1	0.6%
1.04	1	0.6%

Value	Count	Frequency (%)
4.82	1	0.6%
3.56	1	0.6%
3.16	1	0.6%
3.14	1	0.6%
2.5	1	0.6%
2.42	1	0.6%
2.14	2	1.2%
2.08	1	0.6%
2.07	1	0.6%
2	1	0.6%

AFP
Real number (ℝ)

Distinct	140
Distinct (%)	84.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18396.547

Minimum	1.2
Maximum	1810346
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1.2
5-th percentile	1.82
Q1	5
median	29
Q3	615
95-th percentile	39876.4
Maximum	1810346
Range	1810344.8
Interquartile range (IQR)	610

Descriptive statistics

Standard deviation	145471.98
Coefficient of variation (CV)	7.9075697
Kurtosis	142.9534
Mean	18396.547
Median Absolute Deviation (MAD)	27
Skewness	11.678826
Sum	3035430.2
Variance	2.1162096 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.2	3	1.8%
20	3	1.8%
3.1	3	1.8%
2.5	3	1.8%
2.6	3	1.8%
1.7	2	1.2%
2.8	2	1.2%
42	2	1.2%
16	2	1.2%
18	2	1.2%
Other values (130)	140	84.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.2	1	0.6%
1.5	1	0.6%
1.50007108	1	0.6%
1.50403126	1	0.6%
1.512026491	1	0.6%
1.557801384	1	0.6%
1.7	2	1.2%
1.8	1	0.6%
1.9	1	0.6%
2	2	1.2%

Value	Count	Frequency (%)
1810346	1	0.6%
421500	1	0.6%
185203	1	0.6%
100809	1	0.6%
94964	1	0.6%
92421	1	0.6%
50655	1	0.6%
44340	1	0.6%
41470	1	0.6%
33502	1	0.6%

Hemoglobin
Real number (ℝ)

Distinct	74
Distinct (%)	44.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.878941

Minimum	5
Maximum	18.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	5
5-th percentile	9.5
Q1	11.5
median	13.030937
Q3	14.6
95-th percentile	15.8
Maximum	18.7
Range	13.7
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	2.1301398
Coefficient of variation (CV)	0.16539711
Kurtosis	0.43678038
Mean	12.878941
Median Absolute Deviation (MAD)	1.569063
Skewness	-0.44321084
Sum	2125.0253
Variance	4.5374954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.6	8	4.8%
14.9	7	4.2%
13.3	5	3.0%
14.3	5	3.0%
13.1	5	3.0%
12.1	5	3.0%
13	5	3.0%
12.7	4	2.4%
15.6	4	2.4%
13.5	4	2.4%
Other values (64)	113	68.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.6%
7.3	1	0.6%
7.9	1	0.6%
8.2	1	0.6%
8.9	1	0.6%
9.1	2	1.2%
9.2	1	0.6%
9.5	3	1.8%
9.7	1	0.6%
9.8	2	1.2%

Value	Count	Frequency (%)
18.7	1	0.6%
16.6	1	0.6%
16.4	2	1.2%
16.2	1	0.6%
16.1	1	0.6%
16	1	0.6%
15.9	1	0.6%
15.8	2	1.2%
15.7	3	1.8%
15.6	4	2.4%

MCV
Real number (ℝ)

Distinct	131
Distinct (%)	79.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.052774

Minimum	69.5
Maximum	119.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	69.5
5-th percentile	82.36
Q1	89.7
median	94.8
Q3	100.3
95-th percentile	107.38
Maximum	119.6
Range	50.1
Interquartile range (IQR)	10.6

Descriptive statistics

Standard deviation	8.3560291
Coefficient of variation (CV)	0.087909367
Kurtosis	0.99298954
Mean	95.052774
Median Absolute Deviation (MAD)	5.2
Skewness	-0.068362697
Sum	15683.708
Variance	69.823223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
95.1	5	3.0%
89.5	4	2.4%
96.1	3	1.8%
92	3	1.8%
93.8	3	1.8%
103.6	2	1.2%
97.3	2	1.2%
90.9	2	1.2%
102.3	2	1.2%
89.7	2	1.2%
Other values (121)	137	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
69.5	1	0.6%
70.6	1	0.6%
72.2	1	0.6%
74	1	0.6%
78.7	1	0.6%
79.8	1	0.6%
80.2	1	0.6%
81.8	1	0.6%
82.2	1	0.6%
83	1	0.6%

Value	Count	Frequency (%)
119.6	1	0.6%
119	1	0.6%
117.3	1	0.6%
111.4	1	0.6%
111.2	1	0.6%
111	1	0.6%
109.3	1	0.6%
109.2	1	0.6%
107.5	1	0.6%
106.9	1	0.6%

Leucocytes
Real number (ℝ)

Distinct	108
Distinct (%)	65.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1499.9285

Minimum	2.2
Maximum	13000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	2.2
5-th percentile	3.54
Q1	5.1
median	7.3
Q3	24.8
95-th percentile	8278
Maximum	13000
Range	12997.8
Interquartile range (IQR)	19.7

Descriptive statistics

Standard deviation	2907.6121
Coefficient of variation (CV)	1.9385004
Kurtosis	2.3106942
Mean	1499.9285
Median Absolute Deviation (MAD)	2.8
Skewness	1.829172
Sum	247488.2
Variance	8454207.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.9	6	3.6%
5.5	5	3.0%
5.4	4	2.4%
6.1	4	2.4%
4.1	4	2.4%
4.3	4	2.4%
9.8	3	1.8%
6	3	1.8%
5.2	3	1.8%
7.8	3	1.8%
Other values (98)	126	76.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.2	1	0.6%
2.3	1	0.6%
2.42	1	0.6%
2.5	1	0.6%
2.6	1	0.6%
2.9	1	0.6%
3	1	0.6%
3.2	1	0.6%
3.5	1	0.6%
3.7	1	0.6%

Value	Count	Frequency (%)
13000	1	0.6%
10400	1	0.6%
9900	1	0.6%
9600	1	0.6%
9500	1	0.6%
9400	1	0.6%
9100	1	0.6%
8300	2	1.2%
8190	1	0.6%
7200	1	0.6%

Platelets
Real number (ℝ)

Distinct	134
Distinct (%)	81.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113257.26

Minimum	1.71
Maximum	459000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1.71
5-th percentile	77.2
Q1	270
median	93000
Q3	172000
95-th percentile	308600
Maximum	459000
Range	458998.29
Interquartile range (IQR)	171730

Descriptive statistics

Standard deviation	106775.51
Coefficient of variation (CV)	0.94276969
Kurtosis	0.49374502
Mean	113257.26
Median Absolute Deviation (MAD)	91000
Skewness	0.94805748
Sum	18687448
Variance	1.140101 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77000	5	3.0%
99	3	1.8%
91000	3	1.8%
96000	3	1.8%
109000	3	1.8%
124000	2	1.2%
97000	2	1.2%
159000	2	1.2%
275000	2	1.2%
280000	2	1.2%
Other values (124)	138	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.71	1	0.6%
51	1	0.6%
58	2	1.2%
60	1	0.6%
61	1	0.6%
68	1	0.6%
70	1	0.6%
77	1	0.6%
78	1	0.6%
80	1	0.6%

Value	Count	Frequency (%)
459000	1	0.6%
433000	1	0.6%
412000	1	0.6%
406000	1	0.6%
385000	1	0.6%
351000	1	0.6%
318000	2	1.2%
309000	1	0.6%
307000	1	0.6%
286000	1	0.6%

Albumin
Real number (ℝ)

Distinct	47
Distinct (%)	28.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4414529

Minimum	1.9
Maximum	4.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1.9
5-th percentile	2.31
Q1	3.047616
median	3.4
Q3	4
95-th percentile	4.5
Maximum	4.9
Range	3
Interquartile range (IQR)	0.95238404

Descriptive statistics

Standard deviation	0.67429597
Coefficient of variation (CV)	0.19593352
Kurtosis	-0.63874191
Mean	3.4414529
Median Absolute Deviation (MAD)	0.48
Skewness	-0.086582372
Sum	567.83972
Variance	0.45467506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
3.2	12	7.3%
3.1	12	7.3%
4.2	12	7.3%
3.5	9	5.5%
4.1	9	5.5%
3.8	8	4.8%
3.4	8	4.8%
2.7	7	4.2%
3.6	7	4.2%
2.4	6	3.6%
Other values (37)	75	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.9	2	1.2%
2.1	2	1.2%
2.2	3	1.8%
2.3	2	1.2%
2.35	1	0.6%
2.4	6	3.6%
2.43	1	0.6%
2.47	1	0.6%
2.6	4	2.4%
2.7	7	4.2%

Value	Count	Frequency (%)
4.9	1	0.6%
4.8	1	0.6%
4.7	2	1.2%
4.6	2	1.2%
4.54	1	0.6%
4.5	4	2.4%
4.4	4	2.4%
4.3	4	2.4%
4.2	12	7.3%
4.1	9	5.5%

Total_Bil
Real number (ℝ)

HIGH CORRELATION

Distinct	67
Distinct (%)	40.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0252916

Minimum	0.3
Maximum	40.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.5
Q1	0.8
median	1.4
Q3	2.8
95-th percentile	9.58
Maximum	40.5
Range	40.2
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.4270914
Coefficient of variation (CV)	1.7939069
Kurtosis	23.808021
Mean	3.0252916
Median Absolute Deviation (MAD)	0.7
Skewness	4.593477
Sum	499.17311
Variance	29.453321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	11	6.7%
1	11	6.7%
1.3	10	6.1%
0.8	9	5.5%
1.4	7	4.2%
0.7	7	4.2%
0.9	7	4.2%
0.6	6	3.6%
1.1	5	3.0%
1.2	5	3.0%
Other values (57)	87	52.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	2	1.2%
0.32	1	0.6%
0.3660867507	1	0.6%
0.4	3	1.8%
0.5	11	6.7%
0.6	6	3.6%
0.7	7	4.2%
0.76	1	0.6%
0.77	1	0.6%
0.8	9	5.5%

Value	Count	Frequency (%)
40.5	1	0.6%
32.3	1	0.6%
28.9	1	0.6%
28.5	1	0.6%
19	1	0.6%
16	1	0.6%
10.5	1	0.6%
9.8	1	0.6%
9.6	1	0.6%
9.5	1	0.6%

ALT
Real number (ℝ)

HIGH CORRELATION

Distinct	97
Distinct (%)	58.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.135959

Minimum	11
Maximum	420
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	11
5-th percentile	18.2
Q1	31
median	50
Q3	78
95-th percentile	163.6
Maximum	420
Range	409
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	57.086316
Coefficient of variation (CV)	0.85030909
Kurtosis	10.207381
Mean	67.135959
Median Absolute Deviation (MAD)	22
Skewness	2.6175306
Sum	11077.433
Variance	3258.8475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	7	4.2%
35	6	3.6%
28	5	3.0%
43	5	3.0%
26	5	3.0%
34	4	2.4%
25	4	2.4%
42	4	2.4%
50	4	2.4%
54	4	2.4%
Other values (87)	117	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	2	1.2%
13	1	0.6%
15	1	0.6%
16	2	1.2%
17	1	0.6%
18	2	1.2%
19	2	1.2%
20	2	1.2%
21	1	0.6%
22	1	0.6%

Value	Count	Frequency (%)
420	1	0.6%
299	1	0.6%
262	1	0.6%
217	1	0.6%
207	1	0.6%
204	1	0.6%
195	1	0.6%
178	1	0.6%
164	1	0.6%
162	1	0.6%

AST
Real number (ℝ)

HIGH CORRELATION

Distinct	110
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.805086

Minimum	17
Maximum	553
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	17
5-th percentile	28.2
Q1	46
median	71
Q3	108
95-th percentile	298
Maximum	553
Range	536
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	86.825133
Coefficient of variation (CV)	0.90626852
Kurtosis	9.0993122
Mean	95.805086
Median Absolute Deviation (MAD)	28
Skewness	2.7506746
Sum	15807.839
Variance	7538.6038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	6	3.6%
38	4	2.4%
63	4	2.4%
29	4	2.4%
52	4	2.4%
43	3	1.8%
87	3	1.8%
47	3	1.8%
86	3	1.8%
31	3	1.8%
Other values (100)	128	77.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	2	1.2%
19	1	0.6%
23	1	0.6%
24	1	0.6%
26	2	1.2%
27	1	0.6%
28	1	0.6%
29	4	2.4%
30	1	0.6%
31	3	1.8%

Value	Count	Frequency (%)
553	1	0.6%
523	1	0.6%
401	1	0.6%
357	1	0.6%
354	1	0.6%
335	1	0.6%
334	1	0.6%
325	1	0.6%
306	1	0.6%
266	1	0.6%

GGT
Real number (ℝ)

HIGH CORRELATION

Distinct	142
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	268.99689

Minimum	23
Maximum	1575
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	23
5-th percentile	40.8
Q1	92
median	180
Q3	351
95-th percentile	811.8
Maximum	1575
Range	1552
Interquartile range (IQR)	259

Descriptive statistics

Standard deviation	257.38419
Coefficient of variation (CV)	0.95682963
Kurtosis	5.7115693
Mean	268.99689
Median Absolute Deviation (MAD)	103
Skewness	2.0905992
Sum	44384.486
Variance	66246.622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
196	3	1.8%
80	3	1.8%
23	3	1.8%
115	3	1.8%
82	3	1.8%
339	2	1.2%
92	2	1.2%
67	2	1.2%
147	2	1.2%
120	2	1.2%
Other values (132)	140	84.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	3	1.8%
33	1	0.6%
34	1	0.6%
35	1	0.6%
38	2	1.2%
40	1	0.6%
44	1	0.6%
45.3	1	0.6%
46	1	0.6%
49	1	0.6%

Value	Count	Frequency (%)
1575	1	0.6%
1390	1	0.6%
993	1	0.6%
983	1	0.6%
924	1	0.6%
879	1	0.6%
869	1	0.6%
833	1	0.6%
816	1	0.6%
795	1	0.6%

ALP
Real number (ℝ)

HIGH CORRELATION

Distinct	127
Distinct (%)	77.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217.00606

Minimum	1.28
Maximum	980
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1.28
5-th percentile	68.4
Q1	109
median	163
Q3	263
95-th percentile	582
Maximum	980
Range	978.72
Interquartile range (IQR)	154

Descriptive statistics

Standard deviation	172.09865
Coefficient of variation (CV)	0.79305917
Kurtosis	5.6857754
Mean	217.00606
Median Absolute Deviation (MAD)	66
Skewness	2.2012009
Sum	35806
Variance	29617.945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109	5	3.0%
97	4	2.4%
120	3	1.8%
141	3	1.8%
113	3	1.8%
174	3	1.8%
280	2	1.2%
117	2	1.2%
85	2	1.2%
127	2	1.2%
Other values (117)	136	82.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.28	1	0.6%
44	1	0.6%
55	1	0.6%
56	1	0.6%
62	1	0.6%
63	1	0.6%
66	1	0.6%
68	2	1.2%
70	2	1.2%
73	1	0.6%

Value	Count	Frequency (%)
980	1	0.6%
974	1	0.6%
923	1	0.6%
708.1525295	1	0.6%
684	1	0.6%
670	1	0.6%
629	1	0.6%
595	1	0.6%
587	1	0.6%
562	1	0.6%

TP
Real number (ℝ)

Distinct	57
Distinct (%)	34.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.937453

Minimum	3.9
Maximum	102
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	3.9
5-th percentile	5.4
Q1	6.3
median	7.1
Q3	7.573892
95-th percentile	8.76
Maximum	102
Range	98.1
Interquartile range (IQR)	1.273892

Descriptive statistics

Standard deviation	11.410963
Coefficient of variation (CV)	1.2767578
Kurtosis	40.688988
Mean	8.937453
Median Absolute Deviation (MAD)	0.6
Skewness	6.2096937
Sum	1474.6798
Variance	130.21008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.3	12	7.3%
7	9	5.5%
7.1	8	4.8%
7.2	8	4.8%
6.3	8	4.8%
6.7	7	4.2%
7.6	7	4.2%
6.8	6	3.6%
7.5	6	3.6%
5.4	5	3.0%
Other values (47)	89	53.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.9	1	0.6%
4.3	1	0.6%
4.8	1	0.6%
4.9	1	0.6%
5	3	1.8%
5.2	1	0.6%
5.4	5	3.0%
5.5	2	1.2%
5.6	4	2.4%
5.7	1	0.6%

Value	Count	Frequency (%)
102	1	0.6%
78	1	0.6%
69	1	0.6%
58	1	0.6%
37	1	0.6%
25.18242112	1	0.6%
16.8	1	0.6%
9.7	1	0.6%
8.8	1	0.6%
8.6	1	0.6%

Creatinine
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	55.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1186028

Minimum	0.2
Maximum	7.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.534
Q1	0.7
median	0.83
Q3	1.1
95-th percentile	2.688
Maximum	7.6
Range	7.4
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.93793025
Coefficient of variation (CV)	0.83848371
Kurtosis	20.759813
Mean	1.1186028
Median Absolute Deviation (MAD)	0.15
Skewness	4.1373806
Sum	184.56947
Variance	0.87971316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	11	6.7%
0.9	10	6.1%
0.8	8	4.8%
0.77	6	3.6%
0.79	4	2.4%
1.1	4	2.4%
0.83	3	1.8%
0.88	3	1.8%
0.67	3	1.8%
0.71	3	1.8%
Other values (81)	110	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	0.6%
0.38	1	0.6%
0.4	1	0.6%
0.48	2	1.2%
0.52	2	1.2%
0.53	2	1.2%
0.55	2	1.2%
0.56	1	0.6%
0.58	1	0.6%
0.59	2	1.2%

Value	Count	Frequency (%)
7.6	1	0.6%
6.1	1	0.6%
4.95	1	0.6%
4.82	1	0.6%
3.95	1	0.6%
3.23	1	0.6%
3.13	1	0.6%
2.82	1	0.6%
2.69	1	0.6%
2.68	1	0.6%

Nodules
Real number (ℝ)

Distinct	8
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7183811

Minimum	0
Maximum	5
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.7944124
Coefficient of variation (CV)	0.66010334
Kurtosis	-1.6933613
Mean	2.7183811
Median Absolute Deviation (MAD)	1
Skewness	0.33935959
Sum	448.53288
Variance	3.219916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	67	40.6%
5	58	35.2%
2	24	14.5%
3	11	6.7%
4	2	1.2%
1.532693307	1	0.6%
0	1	0.6%
1.000187645	1	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.6%
1	67	40.6%
1.000187645	1	0.6%
1.532693307	1	0.6%
2	24	14.5%
3	11	6.7%
4	2	1.2%
5	58	35.2%

Value	Count	Frequency (%)
5	58	35.2%
4	2	1.2%
3	11	6.7%
2	24	14.5%
1.532693307	1	0.6%
1.000187645	1	0.6%
1	67	40.6%
0	1	0.6%

Major_Dim
Real number (ℝ)

Distinct	88
Distinct (%)	53.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4068496

Minimum	1.5
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1.5
5-th percentile	1.8045727
Q1	2.4
median	4.6
Q3	8.8
95-th percentile	17.4
Maximum	22
Range	20.5
Interquartile range (IQR)	6.4

Descriptive statistics

Standard deviation	5.0115358
Coefficient of variation (CV)	0.7822153
Kurtosis	0.83184459
Mean	6.4068496
Median Absolute Deviation (MAD)	2.5
Skewness	1.294173
Sum	1057.1302
Variance	25.115491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	9	5.5%
3.5	7	4.2%
3	7	4.2%
9	6	3.6%
2.3	5	3.0%
15	5	3.0%
10	5	3.0%
4	5	3.0%
20	4	2.4%
2.2	4	2.4%
Other values (78)	108	65.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	3	1.8%
1.8	1	0.6%
1.800000532	1	0.6%
1.800028729	1	0.6%
1.800857712	1	0.6%
1.801682344	1	0.6%
1.803284844	1	0.6%
1.809724341	1	0.6%
1.847190807	1	0.6%
1.851588533	1	0.6%

Value	Count	Frequency (%)
22	1	0.6%
20	4	2.4%
19	1	0.6%
18.6	1	0.6%
18	1	0.6%
17.5	1	0.6%
17	1	0.6%
16	2	1.2%
15.8	1	0.6%
15.7	1	0.6%

Dir_Bil
Real number (ℝ)

HIGH CORRELATION

Distinct	85
Distinct (%)	51.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8190853

Minimum	0.1
Maximum	29.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.37
median	0.7
Q3	1.4
95-th percentile	5.32
Maximum	29.3
Range	29.2
Interquartile range (IQR)	1.03

Descriptive statistics

Standard deviation	3.9294524
Coefficient of variation (CV)	2.1601254
Kurtosis	25.292031
Mean	1.8190853
Median Absolute Deviation (MAD)	0.4
Skewness	4.8527942
Sum	300.14908
Variance	15.440596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	19	11.5%
0.5	10	6.1%
0.7	10	6.1%
0.2	8	4.8%
1	7	4.2%
0.4	6	3.6%
0.6	5	3.0%
1.1	5	3.0%
1.3	4	2.4%
0.8	4	2.4%
Other values (75)	87	52.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1	0.6%
0.12	1	0.6%
0.1421745646	1	0.6%
0.2	8	4.8%
0.2165031075	1	0.6%
0.2739730902	1	0.6%
0.3	19	11.5%
0.3004148362	1	0.6%
0.305692963	1	0.6%
0.3095974291	1	0.6%

Value	Count	Frequency (%)
29.3	1	0.6%
22.1	1	0.6%
20.3660334	1	0.6%
19.8	1	0.6%
19.5	1	0.6%
9.7	1	0.6%
9.6	1	0.6%
5.5	2	1.2%
4.6	1	0.6%
4.5	1	0.6%

Iron
Real number (ℝ)

HIGH CORRELATION

Distinct	147
Distinct (%)	89.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.360108

Minimum	0
Maximum	224
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	15.8
Q1	42.926223
median	82
Q3	117.08283
95-th percentile	184
Maximum	224
Range	224
Interquartile range (IQR)	74.156606

Descriptive statistics

Standard deviation	51.04147
Coefficient of variation (CV)	0.60504273
Kurtosis	-0.38056307
Mean	84.360108
Median Absolute Deviation (MAD)	38
Skewness	0.5915272
Sum	13919.418
Variance	2605.2316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	4	2.4%
93	3	1.8%
184	3	1.8%
87	2	1.2%
26	2	1.2%
92	2	1.2%
180	2	1.2%
37	2	1.2%
144	2	1.2%
15	2	1.2%
Other values (137)	141	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.6%
0.8188187351	1	0.6%
6.74277035	1	0.6%
9	1	0.6%
13	1	0.6%
14	1	0.6%
14.02919073	1	0.6%
15	2	1.2%
19	1	0.6%
19.13123359	1	0.6%

Value	Count	Frequency (%)
224	1	0.6%
200	1	0.6%
197.1623508	1	0.6%
197	1	0.6%
191.5650861	1	0.6%
187.4755101	1	0.6%
187	1	0.6%
184	3	1.8%
181	1	0.6%
180	2	1.2%

Sat
Real number (ℝ)

HIGH CORRELATION

Distinct	137
Distinct (%)	83.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.854179

Minimum	0
Maximum	126
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5.0025448
Q1	16.611804
median	27.174388
Q3	49.260444
95-th percentile	88.6
Maximum	126
Range	126
Interquartile range (IQR)	32.648641

Descriptive statistics

Standard deviation	25.626338
Coefficient of variation (CV)	0.73524434
Kurtosis	0.70763196
Mean	34.854179
Median Absolute Deviation (MAD)	15.859563
Skewness	1.0582467
Sum	5750.9395
Variance	656.70918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	4	2.4%
37	4	2.4%
25	4	2.4%
56	3	1.8%
17	3	1.8%
18	3	1.8%
21	2	1.2%
24	2	1.2%
31	2	1.2%
33	2	1.2%
Other values (127)	136	82.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.6%
0.3713628833	1	0.6%
1.52	1	0.6%
2.26	1	0.6%
3	2	1.2%
3.057649226	1	0.6%
4	1	0.6%
5	1	0.6%
5.012724108	1	0.6%
6	2	1.2%

Value	Count	Frequency (%)
126	1	0.6%
107.7730523	1	0.6%
99	1	0.6%
96	1	0.6%
95	2	1.2%
94	1	0.6%
90	1	0.6%
89	1	0.6%
87	1	0.6%
86.49187875	1	0.6%

Ferritin
Real number (ℝ)

HIGH CORRELATION

Distinct	164
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	437.71334

Minimum	0
Maximum	2230
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	28.2
Q1	149
median	344
Q3	642
95-th percentile	1000.7592
Maximum	2230
Range	2230
Interquartile range (IQR)	493

Descriptive statistics

Standard deviation	378.24327
Coefficient of variation (CV)	0.86413466
Kurtosis	4.8121713
Mean	437.71334
Median Absolute Deviation (MAD)	233
Skewness	1.7307981
Sum	72222.701
Variance	143067.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48	2	1.2%
680.4430021	1	0.6%
48.9	1	0.6%
490	1	0.6%
1316	1	0.6%
570.3351277	1	0.6%
297	1	0.6%
744.8777102	1	0.6%
532.9150866	1	0.6%
1.576530916	1	0.6%
Other values (154)	154	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.6%
1.576530916	1	0.6%
12.97428364	1	0.6%
14	1	0.6%
16	1	0.6%
18	1	0.6%
20	1	0.6%
22	1	0.6%
28	1	0.6%
29	1	0.6%

Value	Count	Frequency (%)
2230	1	0.6%
2165	1	0.6%
1600	1	0.6%
1452	1	0.6%
1316	1	0.6%
1250.871149	1	0.6%
1176	1	0.6%
1127.27522	1	0.6%
1001	1	0.6%
999.7960012	1	0.6%

Class
Categorical

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	102
0.0	63

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	102	61.8%
0.0	63	38.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	102	61.8%
0.0	63	38.2%

Most occurring characters

Value	Count	Frequency (%)
0	228	46.1%
.	165	33.3%
1	102	20.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	228	69.1%
1	102	30.9%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	228	46.1%
.	165	33.3%
1	102	20.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	228	46.1%
.	165	33.3%
1	102	20.6%

male_0
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

0.0	133
1.0	32

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	133	80.6%
1.0	32	19.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	133	80.6%
1.0	32	19.4%

Most occurring characters

Value	Count	Frequency (%)
0	298	60.2%
.	165	33.3%
1	32	6.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	298	90.3%
1	32	9.7%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	298	60.2%
.	165	33.3%
1	32	6.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	298	60.2%
.	165	33.3%
1	32	6.5%

male_1
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	8.5 KiB

1.0	133
0.0	32

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	495
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	133	80.6%
0.0	32	19.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	133	80.6%
0.0	32	19.4%

Most occurring characters

Value	Count	Frequency (%)
0	197	39.8%
.	165	33.3%
1	133	26.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	330	66.7%
Other Punctuation	165	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	197	59.7%
1	133	40.3%

Other Punctuation

Value	Count	Frequency (%)
.	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	495	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	197	39.8%
.	165	33.3%
1	133	26.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	197	39.8%
.	165	33.3%
1	133	26.9%

Auto

Heatmap
Table

	Albumin	AFP	AHT	ALP	ALT	AST	Age	Alcohol	Ascites	CRI	Cirrhosis	Class	Creatinine	Diabetes	Dir_Bil	Encephalopathy	Endemic	Ferritin	GGT	Grams_day	HBcAb	HBeAg	HBsAg	HCVAb	HIV	Hallmark	Hemochro	Hemoglobin	INR	Iron	Leucocytes	MCV	Major_Dim	Metastasis	NASH	Nodules	Obesity	PHT	PS	PVT	Packs_year	Platelets	Sat	Smoking	Spleno	Symptoms	TP	Total_Bil	Varices	male_0	male_1
Albumin	1.000	-0.131	0.000	-0.291	-0.072	-0.225	0.073	0.000	0.042	0.178	0.139	0.372	0.062	0.132	-0.293	0.181	0.033	-0.006	-0.041	-0.151	0.134	0.000	0.000	0.000	0.237	0.000	0.000	0.421	-0.457	0.027	-0.053	-0.158	0.095	0.127	0.000	-0.150	0.000	0.315	0.208	0.270	0.036	0.149	-0.011	0.000	0.229	0.000	0.455	-0.406	0.188	0.108	0.108
AFP	-0.131	1.000	0.000	0.336	0.123	0.298	0.002	0.000	0.000	0.000	0.000	0.072	0.109	0.000	0.183	0.000	0.000	0.024	0.206	0.166	0.000	0.000	0.000	0.000	0.000	0.021	0.000	-0.064	0.046	0.004	0.055	0.047	0.065	0.166	0.320	0.199	0.000	0.053	0.275	0.166	0.132	-0.038	0.049	0.000	0.098	0.016	0.076	0.215	0.133	0.100	0.100
AHT	0.000	0.000	1.000	-0.039	-0.146	-0.096	0.329	0.000	0.000	0.193	0.090	0.000	0.249	0.297	-0.087	0.000	0.000	-0.063	0.003	-0.016	0.000	0.000	0.000	0.028	0.000	0.000	0.099	0.020	-0.076	0.095	0.102	-0.029	0.105	0.000	0.000	0.033	0.000	0.000	0.000	0.068	0.013	0.092	0.050	0.000	0.131	0.092	-0.030	-0.155	0.074	0.053	0.053
ALP	-0.291	0.336	-0.039	1.000	0.262	0.292	-0.091	0.172	0.000	0.000	0.434	0.341	-0.036	0.058	0.248	0.113	0.000	0.175	0.555	0.057	0.000	0.000	0.160	0.000	0.000	0.236	0.000	-0.270	0.017	-0.019	0.235	-0.166	0.143	0.095	0.000	0.105	0.000	0.120	0.184	0.203	0.011	0.165	0.011	0.187	0.000	0.086	-0.076	0.126	0.159	0.229	0.229
ALT	-0.072	0.123	-0.146	0.262	1.000	0.723	-0.298	0.000	0.000	0.000	0.085	0.000	0.011	0.148	0.213	0.178	0.282	0.144	0.407	-0.101	0.207	0.192	0.165	0.365	0.000	0.000	0.000	0.039	0.030	0.198	-0.031	0.124	-0.036	0.000	0.315	0.084	0.101	0.000	0.000	0.091	-0.052	-0.066	0.185	0.000	0.000	0.211	0.078	0.229	0.000	0.000	0.000
AST	-0.225	0.298	-0.096	0.292	0.723	1.000	-0.186	0.000	0.000	0.000	0.000	0.280	0.062	0.000	0.244	0.327	0.000	0.108	0.394	0.110	0.167	0.267	0.000	0.379	0.000	0.053	0.000	0.004	0.137	0.058	0.030	0.190	-0.046	0.076	0.000	0.163	0.000	0.000	0.129	0.165	0.014	-0.061	0.055	0.000	0.000	0.080	0.102	0.317	0.000	0.000	0.000
Age	0.073	0.002	0.329	-0.091	-0.298	-0.186	1.000	0.160	0.000	0.296	0.252	0.173	0.315	0.182	-0.138	0.088	0.000	-0.094	-0.007	0.099	0.000	0.000	0.253	0.337	0.210	0.099	0.000	-0.066	-0.109	-0.177	0.033	0.014	0.064	0.000	0.000	-0.048	0.166	0.268	0.000	0.000	-0.060	0.103	-0.174	0.258	0.185	0.204	-0.055	-0.103	0.057	0.308	0.308
Alcohol	0.000	0.000	0.000	0.172	0.000	0.000	0.160	1.000	0.000	0.000	0.430	0.000	-0.010	0.000	0.130	0.000	0.000	0.055	0.073	0.534	0.000	0.000	0.000	0.097	0.000	0.159	0.046	-0.094	0.245	0.007	-0.037	0.210	-0.174	0.000	0.000	0.019	0.000	0.401	0.100	0.104	0.182	-0.153	0.006	0.264	0.000	0.000	0.032	0.240	0.099	0.419	0.419
Ascites	0.042	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.008	0.025	0.168	0.078	0.074	0.154	0.110	0.000	0.030	0.060	0.208	0.000	0.000	0.000	0.000	0.000	0.000	0.000	-0.055	0.112	-0.040	-0.039	0.046	-0.108	0.000	0.000	0.140	0.008	0.123	0.225	0.149	0.044	0.010	-0.043	0.000	0.125	0.112	-0.054	0.157	0.064	0.000	0.000
CRI	0.178	0.000	0.193	0.000	0.000	0.000	0.296	0.000	0.008	1.000	0.059	0.000	0.422	0.123	-0.066	0.000	0.000	-0.022	0.010	0.045	0.000	0.000	0.000	0.000	0.000	0.000	0.000	-0.101	-0.164	-0.159	0.059	-0.101	0.086	0.000	0.000	-0.037	0.000	0.047	0.123	0.030	0.046	0.078	-0.202	0.000	0.108	0.000	-0.091	-0.233	0.047	0.000	0.000
Cirrhosis	0.139	0.000	0.090	0.434	0.085	0.000	0.252	0.430	0.025	0.059	1.000	0.000	-0.098	0.000	0.126	0.000	0.000	-0.039	0.043	0.244	0.072	0.000	0.000	0.000	0.000	0.000	0.000	0.071	0.132	0.156	-0.123	0.210	-0.343	0.000	0.000	0.136	0.046	0.279	0.040	0.061	0.151	-0.278	0.105	0.179	0.199	0.000	0.134	0.267	0.230	0.215	0.215
Class	0.372	0.072	0.000	0.341	0.000	0.280	0.173	0.000	0.168	0.000	0.000	1.000	-0.125	0.076	-0.193	0.140	0.000	-0.168	-0.176	-0.172	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.311	-0.170	0.236	-0.105	0.053	-0.084	0.221	0.000	-0.097	0.000	0.000	0.366	0.189	0.087	-0.120	0.131	0.000	0.000	0.192	0.109	-0.180	0.000	0.000	0.000
Creatinine	0.062	0.109	0.249	-0.036	0.011	0.062	0.315	-0.010	0.078	0.422	-0.098	-0.125	1.000	0.000	0.026	0.567	0.229	-0.020	0.118	-0.014	0.000	0.978	0.226	0.197	0.000	0.000	0.000	-0.045	-0.097	-0.074	0.103	0.036	-0.017	0.120	0.000	0.075	0.000	0.056	0.260	0.085	0.013	0.079	-0.081	0.092	0.060	0.000	-0.084	-0.090	0.072	0.135	0.135
Diabetes	0.132	0.000	0.297	0.058	0.148	0.000	0.182	0.000	0.074	0.123	0.000	0.076	0.000	1.000	0.065	0.000	0.000	0.071	-0.008	0.075	0.244	0.000	0.151	0.000	0.000	0.084	0.000	-0.213	0.037	0.047	-0.035	0.000	0.004	0.000	0.000	-0.038	0.000	0.000	0.183	0.032	-0.002	0.000	0.100	0.000	0.000	0.056	0.009	0.013	0.000	0.000	0.000
Dir_Bil	-0.293	0.183	-0.087	0.248	0.213	0.244	-0.138	0.130	0.154	-0.066	0.126	-0.193	0.026	0.065	1.000	0.581	0.000	0.135	0.126	0.103	0.000	0.685	0.241	0.162	0.000	0.184	0.000	-0.320	0.310	0.093	-0.063	0.207	-0.033	0.000	0.000	0.102	0.179	0.000	0.254	0.062	0.070	-0.056	0.122	0.000	0.053	0.000	-0.121	0.538	0.000	0.000	0.000
Encephalopathy	0.181	0.000	0.000	0.113	0.178	0.327	0.088	0.000	0.110	0.000	0.000	0.140	0.567	0.000	0.581	1.000	0.000	-0.031	-0.122	0.116	0.000	0.229	0.271	0.000	0.000	0.000	0.000	-0.130	0.207	-0.083	0.048	0.116	-0.204	0.000	0.000	0.010	0.000	0.000	0.463	0.000	-0.009	0.038	-0.066	0.000	0.042	0.000	-0.057	0.204	0.000	0.000	0.000
Endemic	0.033	0.000	0.000	0.000	0.282	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.229	0.000	0.000	0.000	1.000	-0.082	0.127	-0.041	0.000	0.000	0.294	0.046	0.000	0.045	0.000	-0.033	-0.005	0.013	-0.007	-0.095	0.154	0.000	0.000	0.194	0.000	0.097	0.099	0.022	0.019	-0.015	0.033	0.000	0.000	0.000	0.083	0.030	0.000	0.000	0.000
Ferritin	-0.006	0.024	-0.063	0.175	0.144	0.108	-0.094	0.055	0.030	-0.022	-0.039	-0.168	-0.020	0.071	0.135	-0.031	-0.082	1.000	0.049	-0.026	0.232	0.672	0.064	0.154	0.000	0.000	0.337	0.087	0.037	0.212	0.203	0.196	-0.011	0.159	0.230	-0.004	0.000	0.219	0.156	0.061	-0.066	0.153	0.351	0.000	0.103	0.000	0.006	0.051	0.338	0.000	0.000
GGT	-0.041	0.206	0.003	0.555	0.407	0.394	-0.007	0.073	0.060	0.010	0.043	-0.176	0.118	-0.008	0.126	-0.122	0.127	0.049	1.000	-0.014	0.000	0.000	0.024	0.165	0.000	0.000	0.000	-0.073	-0.137	-0.023	0.243	0.022	0.081	0.171	0.279	0.120	0.038	0.000	0.000	0.165	0.046	0.154	-0.016	0.086	0.000	0.000	0.144	0.062	0.000	0.110	0.110
Grams_day	-0.151	0.166	-0.016	0.057	-0.101	0.110	0.099	0.534	0.208	0.045	0.244	-0.172	-0.014	0.075	0.103	0.116	-0.041	-0.026	-0.014	1.000	0.000	0.458	0.000	0.069	0.000	0.074	0.000	-0.146	0.242	-0.088	-0.032	0.146	-0.035	0.094	0.000	0.058	0.000	0.178	0.238	0.090	0.173	-0.042	-0.026	0.000	0.000	0.000	-0.047	0.178	0.000	0.182	0.182
HBcAb	0.134	0.000	0.000	0.000	0.207	0.167	0.000	0.000	0.000	0.000	0.072	0.000	0.000	0.244	0.000	0.000	0.000	0.232	0.000	0.000	1.000	0.000	0.373	0.187	0.039	0.000	0.000	0.143	-0.052	0.105	-0.088	0.076	-0.093	0.000	0.000	-0.001	0.000	0.000	0.000	0.000	0.057	-0.140	0.136	0.000	0.000	0.029	0.094	-0.059	0.000	0.000	0.000
HBeAg	0.000	0.000	0.000	0.000	0.192	0.267	0.000	0.000	0.000	0.000	0.000	0.000	0.978	0.000	0.685	0.229	0.000	0.672	0.000	0.458	0.000	1.000	0.072	0.000	0.000	0.000	0.000	-0.048	0.126	0.057	0.039	0.130	-0.125	0.000	0.000	-0.084	0.000	0.000	0.414	0.000	0.030	-0.035	0.098	0.000	0.000	0.000	0.099	0.128	0.000	0.000	0.000
HBsAg	0.000	0.000	0.000	0.160	0.165	0.000	0.253	0.000	0.000	0.000	0.000	0.000	0.226	0.151	0.241	0.271	0.294	0.064	0.024	0.000	0.373	0.072	1.000	0.000	0.000	0.000	0.000	0.031	-0.024	-0.051	-0.001	0.076	0.118	0.128	0.000	0.137	0.046	0.000	0.155	0.000	0.075	-0.098	-0.045	0.000	0.000	0.000	0.079	0.032	0.000	0.110	0.110
HCVAb	0.000	0.000	0.028	0.000	0.365	0.379	0.337	0.097	0.000	0.000	0.000	0.000	0.197	0.000	0.162	0.000	0.046	0.154	0.165	0.069	0.187	0.000	0.000	1.000	0.197	0.000	0.000	0.113	-0.068	0.079	-0.021	0.014	-0.110	0.000	0.000	0.025	0.000	0.000	0.056	0.072	0.012	0.098	0.109	0.000	0.000	0.000	0.112	0.038	0.000	0.000	0.000
HIV	0.237	0.000	0.000	0.000	0.000	0.000	0.210	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.000	0.197	1.000	0.000	0.000	0.195	-0.027	0.045	0.012	0.171	-0.033	0.000	0.000	0.125	0.000	0.000	0.000	0.000	0.016	0.085	0.036	0.000	0.000	0.128	0.144	-0.151	0.000	0.000	0.000
Hallmark	0.000	0.021	0.000	0.236	0.000	0.053	0.099	0.159	0.000	0.000	0.000	0.000	0.000	0.084	0.184	0.000	0.045	0.000	0.000	0.074	0.000	0.000	0.000	0.000	0.000	1.000	0.000	-0.057	0.040	0.077	-0.097	0.072	0.050	0.000	0.000	0.183	0.000	0.113	0.188	0.000	0.039	-0.175	0.139	0.042	0.000	0.003	-0.122	0.022	0.000	0.000	0.000
Hemochro	0.000	0.000	0.099	0.000	0.000	0.000	0.000	0.046	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.337	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.038	0.022	0.170	0.013	0.038	-0.035	0.000	0.000	-0.118	0.000	0.000	0.000	0.000	-0.004	-0.016	0.103	0.000	0.000	0.000	0.034	0.036	0.000	0.000	0.000
Hemoglobin	0.421	-0.064	0.020	-0.270	0.039	0.004	-0.066	-0.094	-0.055	-0.101	0.071	0.311	-0.045	-0.213	-0.320	-0.130	-0.033	0.087	-0.073	-0.146	0.143	-0.048	0.031	0.113	0.195	-0.057	0.038	1.000	-0.167	0.212	-0.018	0.169	-0.118	0.000	0.000	-0.037	0.176	0.129	0.141	0.000	-0.015	0.038	0.132	0.128	0.000	0.000	0.186	-0.096	0.110	0.075	0.075
INR	-0.457	0.046	-0.076	0.017	0.030	0.137	-0.109	0.245	0.112	-0.164	0.132	-0.170	-0.097	0.037	0.310	0.207	-0.005	0.037	-0.137	0.242	-0.052	0.126	-0.024	-0.068	-0.027	0.040	0.022	-0.167	1.000	0.115	-0.105	0.314	-0.239	0.000	0.000	-0.080	0.000	0.298	0.146	0.179	-0.008	-0.173	0.098	0.000	0.267	0.000	-0.169	0.564	0.256	0.131	0.131
Iron	0.027	0.004	0.095	-0.019	0.198	0.058	-0.177	0.007	-0.040	-0.159	0.156	0.236	-0.074	0.047	0.093	-0.083	0.013	0.212	-0.023	-0.088	0.105	0.057	-0.051	0.079	0.045	0.077	0.170	0.212	0.115	1.000	-0.056	0.279	-0.124	0.221	0.000	-0.201	0.000	0.117	0.000	0.000	0.043	-0.238	0.806	0.000	0.221	0.145	0.048	0.203	0.000	0.000	0.000
Leucocytes	-0.053	0.055	0.102	0.235	-0.031	0.030	0.033	-0.037	-0.039	0.059	-0.123	-0.105	0.103	-0.035	-0.063	0.048	-0.007	0.203	0.243	-0.032	-0.088	0.039	-0.001	-0.021	0.012	-0.097	0.013	-0.018	-0.105	-0.056	1.000	-0.079	0.065	0.000	0.366	0.058	0.266	0.037	0.000	0.000	-0.036	0.388	-0.052	0.000	0.141	0.092	0.036	-0.183	0.210	0.000	0.000
MCV	-0.158	0.047	-0.029	-0.166	0.124	0.190	0.014	0.210	0.046	-0.101	0.210	0.053	0.036	0.000	0.207	0.116	-0.095	0.196	0.022	0.146	0.076	0.130	0.076	0.014	0.171	0.072	0.038	0.169	0.314	0.279	-0.079	1.000	-0.204	0.275	0.000	-0.007	0.000	0.155	0.242	0.158	0.025	-0.196	0.268	0.079	0.190	0.154	-0.033	0.366	0.000	0.219	0.219
Major_Dim	0.095	0.065	0.105	0.143	-0.036	-0.046	0.064	-0.174	-0.108	0.086	-0.343	-0.084	-0.017	0.004	-0.033	-0.204	0.154	-0.011	0.081	-0.035	-0.093	-0.125	0.118	-0.110	-0.033	0.050	-0.035	-0.118	-0.239	-0.124	0.065	-0.204	1.000	0.306	0.136	-0.012	0.000	0.136	0.112	0.000	0.029	0.159	-0.062	0.221	0.050	0.164	-0.038	-0.260	0.165	0.000	0.000
Metastasis	0.127	0.166	0.000	0.095	0.000	0.076	0.000	0.000	0.000	0.000	0.000	0.221	0.120	0.000	0.000	0.000	0.000	0.159	0.171	0.094	0.000	0.000	0.128	0.000	0.000	0.000	0.000	0.000	0.000	0.221	0.000	0.275	0.306	1.000	0.000	0.426	0.000	0.000	0.283	0.104	0.002	0.168	-0.139	0.000	0.000	0.208	-0.152	-0.044	0.000	0.000	0.000
NASH	0.000	0.320	0.000	0.000	0.315	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.230	0.279	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.366	0.000	0.136	0.000	1.000	0.044	0.107	0.039	0.000	0.000	0.008	0.187	0.051	0.000	0.107	0.000	0.087	-0.095	0.268	0.000	0.000
Nodules	-0.150	0.199	0.033	0.105	0.084	0.163	-0.048	0.019	0.140	-0.037	0.136	-0.097	0.075	-0.038	0.102	0.010	0.194	-0.004	0.120	0.058	-0.001	-0.084	0.137	0.025	0.125	0.183	-0.118	-0.037	-0.080	-0.201	0.058	-0.007	-0.012	0.426	0.044	1.000	0.000	0.000	0.000	0.000	-0.025	0.078	-0.123	0.000	0.000	0.156	-0.090	-0.001	0.000	0.018	0.018
Obesity	0.000	0.000	0.000	0.000	0.101	0.000	0.166	0.000	0.008	0.000	0.046	0.000	0.000	0.000	0.179	0.000	0.000	0.000	0.038	0.000	0.000	0.000	0.046	0.000	0.000	0.000	0.000	0.176	0.000	0.000	0.266	0.000	0.000	0.000	0.107	0.000	1.000	0.000	0.125	0.000	0.025	0.143	-0.004	0.000	0.000	0.027	-0.088	0.082	0.000	0.000	0.000
PHT	0.315	0.053	0.000	0.120	0.000	0.000	0.268	0.401	0.123	0.047	0.279	0.000	0.056	0.000	0.000	0.000	0.097	0.219	0.000	0.178	0.000	0.000	0.000	0.000	0.000	0.113	0.000	0.129	0.298	0.117	0.037	0.155	0.136	0.000	0.039	0.000	0.000	1.000	0.261	0.187	0.131	-0.178	-0.074	0.191	0.553	0.000	-0.007	0.506	0.484	0.192	0.192
PS	0.208	0.275	0.000	0.184	0.000	0.129	0.000	0.100	0.225	0.123	0.040	0.366	0.260	0.183	0.254	0.463	0.099	0.156	0.000	0.238	0.000	0.414	0.155	0.056	0.000	0.188	0.000	0.141	0.146	0.000	0.000	0.242	0.112	0.283	0.000	0.000	0.125	0.261	1.000	0.355	0.071	-0.035	-0.088	0.000	0.000	0.208	-0.332	0.232	0.146	0.169	0.169
PVT	0.270	0.166	0.068	0.203	0.091	0.165	0.000	0.104	0.149	0.030	0.061	0.189	0.085	0.032	0.062	0.000	0.022	0.061	0.165	0.090	0.000	0.000	0.000	0.072	0.000	0.000	0.000	0.000	0.179	0.000	0.000	0.158	0.000	0.104	0.000	0.000	0.000	0.187	0.355	1.000	0.220	-0.071	-0.018	0.124	0.159	0.056	-0.028	0.247	0.151	0.000	0.000
Packs_year	0.036	0.132	0.013	0.011	-0.052	0.014	-0.060	0.182	0.044	0.046	0.151	0.087	0.013	-0.002	0.070	-0.009	0.019	-0.066	0.046	0.173	0.057	0.030	0.075	0.012	0.016	0.039	-0.004	-0.015	-0.008	0.043	-0.036	0.025	0.029	0.002	0.008	-0.025	0.025	0.131	0.071	0.220	1.000	-0.040	-0.023	0.161	0.000	0.056	0.146	-0.010	0.000	0.058	0.058
Platelets	0.149	-0.038	0.092	0.165	-0.066	-0.061	0.103	-0.153	0.010	0.078	-0.278	-0.120	0.079	0.000	-0.056	0.038	-0.015	0.153	0.154	-0.042	-0.140	-0.035	-0.098	0.098	0.085	-0.175	-0.016	0.038	-0.173	-0.238	0.388	-0.196	0.159	0.168	0.187	0.078	0.143	-0.178	-0.035	-0.071	-0.040	1.000	-0.181	0.000	0.347	0.000	0.133	-0.286	0.349	0.109	0.109
Sat	-0.011	0.049	0.050	0.011	0.185	0.055	-0.174	0.006	-0.043	-0.202	0.105	0.131	-0.081	0.100	0.122	-0.066	0.033	0.351	-0.016	-0.026	0.136	0.098	-0.045	0.109	0.036	0.139	0.103	0.132	0.098	0.806	-0.052	0.268	-0.062	-0.139	0.051	-0.123	-0.004	-0.074	-0.088	-0.018	-0.023	-0.181	1.000	0.000	0.206	0.157	-0.000	0.161	0.000	0.000	0.000
Smoking	0.000	0.000	0.000	0.187	0.000	0.000	0.258	0.264	0.000	0.000	0.179	0.000	0.092	0.000	0.000	0.000	0.000	0.000	0.086	0.000	0.000	0.000	0.000	0.000	0.000	0.042	0.000	0.128	0.000	0.000	0.000	0.079	0.221	0.000	0.000	0.000	0.000	0.191	0.000	0.124	0.161	0.000	0.000	1.000	0.136	0.000	0.200	0.094	0.092	0.298	0.298
Spleno	0.229	0.098	0.131	0.000	0.000	0.000	0.185	0.000	0.125	0.108	0.199	0.000	0.060	0.000	0.053	0.042	0.000	0.103	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.267	0.221	0.141	0.190	0.050	0.000	0.107	0.000	0.000	0.553	0.000	0.159	0.000	0.347	0.206	0.136	1.000	0.000	0.070	0.476	0.468	0.086	0.086
Symptoms	0.000	0.016	0.092	0.086	0.211	0.080	0.204	0.000	0.112	0.000	0.000	0.192	0.000	0.056	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.000	0.000	0.000	0.128	0.003	0.000	0.000	0.000	0.145	0.092	0.154	0.164	0.208	0.000	0.156	0.027	0.000	0.208	0.056	0.056	0.000	0.157	0.000	0.000	1.000	-0.065	-0.101	0.073	0.000	0.000
TP	0.455	0.076	-0.030	-0.076	0.078	0.102	-0.055	0.032	-0.054	-0.091	0.134	0.109	-0.084	0.009	-0.121	-0.057	0.083	0.006	0.144	-0.047	0.094	0.099	0.079	0.112	0.144	-0.122	0.034	0.186	-0.169	0.048	0.036	-0.033	-0.038	-0.152	0.087	-0.090	-0.088	-0.007	-0.332	-0.028	0.146	0.133	-0.000	0.200	0.070	-0.065	1.000	-0.140	0.128	0.000	0.000
Total_Bil	-0.406	0.215	-0.155	0.126	0.229	0.317	-0.103	0.240	0.157	-0.233	0.267	-0.180	-0.090	0.013	0.538	0.204	0.030	0.051	0.062	0.178	-0.059	0.128	0.032	0.038	-0.151	0.022	0.036	-0.096	0.564	0.203	-0.183	0.366	-0.260	-0.044	-0.095	-0.001	0.082	0.506	0.232	0.247	-0.010	-0.286	0.161	0.094	0.476	-0.101	-0.140	1.000	0.060	0.000	0.000
Varices	0.188	0.133	0.074	0.159	0.000	0.000	0.057	0.099	0.064	0.047	0.230	0.000	0.072	0.000	0.000	0.000	0.000	0.338	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.110	0.256	0.000	0.210	0.000	0.165	0.000	0.268	0.000	0.000	0.484	0.146	0.151	0.000	0.349	0.000	0.092	0.468	0.073	0.128	0.060	1.000	0.000	0.000
male_0	0.108	0.100	0.053	0.229	0.000	0.000	0.308	0.419	0.000	0.000	0.215	0.000	0.135	0.000	0.000	0.000	0.000	0.000	0.110	0.182	0.000	0.000	0.110	0.000	0.000	0.000	0.000	0.075	0.131	0.000	0.000	0.219	0.000	0.000	0.000	0.018	0.000	0.192	0.169	0.000	0.058	0.109	0.000	0.298	0.086	0.000	0.000	0.000	0.000	1.000	0.980
male_1	0.108	0.100	0.053	0.229	0.000	0.000	0.308	0.419	0.000	0.000	0.215	0.000	0.135	0.000	0.000	0.000	0.000	0.000	0.110	0.182	0.000	0.000	0.110	0.000	0.000	0.000	0.000	0.075	0.131	0.000	0.000	0.219	0.000	0.000	0.000	0.018	0.000	0.192	0.169	0.000	0.058	0.109	0.000	0.298	0.086	0.000	0.000	0.000	0.000	0.980	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Symptoms	Alcohol	HBsAg	HBcAb	HCVAb	Cirrhosis	Smoking	Diabetes	Obesity	Hemochro	AHT	CRI	Varices	Spleno	PHT	PVT	Metastasis	Hallmark	Age	Grams_day	Packs_year	PS	Encephalopathy	Ascites	INR	AFP	Hemoglobin	MCV	Leucocytes	Platelets	Albumin	Total_Bil	ALT	AST	GGT	ALP	TP	Creatinine	Nodules	Major_Dim	Dir_Bil	Iron	Sat	Ferritin	Class	male_0	male_1
0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	1.0	67.0	137.000000	15.000000	0.0	2.0	2.0	1.53000	95.000000	13.700000	106.600000	4.900000	99.00000	3.400000	2.100000	34.000000	41.000000	183.000000	150.000000	7.10000	0.700000	1.0	3.5	0.500000	172.333450	78.115393	680.443002	1.0	0.0	1.0
1	1.0	0.0	0.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	1.0	62.0	0.000000	22.683719	0.0	2.0	2.0	1.31606	1781.136852	13.030937	95.808668	2706.599017	39507.99882	3.207274	1.483945	77.612662	56.304907	378.471835	236.065343	6.16558	1.373731	1.0	1.8	0.654251	187.475510	68.336908	530.646573	1.0	1.0	0.0
2	0.0	1.0	1.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	1.0	78.0	50.000000	50.000000	2.0	2.0	2.0	0.96000	5.800000	8.900000	79.800000	8.400000	472.00000	3.300000	0.400000	58.000000	68.000000	202.000000	109.000000	7.00000	2.100000	5.0	13.0	0.100000	28.000000	6.000000	16.000000	1.0	0.0	1.0
3	1.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	77.0	40.000000	30.000000	0.0	2.0	2.0	0.95000	2440.000000	13.400000	97.100000	9.000000	279.00000	3.700000	0.400000	16.000000	64.000000	94.000000	174.000000	8.10000	1.110000	2.0	15.7	0.200000	71.664253	26.132320	399.669156	0.0	0.0	1.0
4	1.0	1.0	1.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	76.0	100.000000	30.000000	0.0	2.0	2.0	0.94000	49.000000	14.300000	95.100000	6.400000	199.00000	4.100000	0.700000	147.000000	306.000000	173.000000	109.000000	6.90000	1.800000	1.0	9.0	0.358185	59.000000	15.000000	22.000000	1.0	0.0	1.0
5	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	75.0	0.000000	0.000000	1.0	2.0	2.0	1.58000	110.000000	13.400000	91.500000	5.400000	85.00000	3.400000	3.500000	91.000000	122.000000	242.000000	396.000000	5.60000	0.900000	1.0	10.0	1.400000	53.000000	22.000000	111.000000	0.0	0.0	1.0
6	0.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	49.0	0.000000	0.000000	0.0	2.0	2.0	1.40000	138.900000	10.400000	102.000000	3.200000	42000.00000	2.350000	2.720000	119.000000	183.000000	143.000000	211.000000	7.30000	0.800000	5.0	2.6	2.190000	171.000000	126.000000	1452.000000	0.0	0.0	1.0
7	1.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	61.0	0.000834	20.000000	3.0	2.0	2.0	1.46000	9860.000000	10.800000	92.000000	3.000000	58.00000	3.100000	3.200000	79.000000	108.000000	184.000000	300.000000	7.10000	0.520000	2.0	9.0	1.300000	42.000000	25.000000	706.000000	0.0	0.0	1.0
8	1.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	50.0	100.000000	32.000000	1.0	2.0	2.0	3.14000	8.800000	11.900000	107.500000	4.900000	70.00000	1.900000	3.300000	26.000000	59.000000	115.000000	63.000000	6.10000	0.590000	1.0	6.4	1.200000	85.000000	73.000000	982.000000	1.0	0.0	1.0
9	1.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	43.0	100.000000	0.000000	0.0	2.0	2.0	1.12000	1.800000	11.800000	87.800000	5100.000000	193000.00000	4.200000	0.500000	71.000000	45.000000	256.000000	303.000000	7.10000	0.590000	1.0	9.3	0.700000	129.135099	50.473694	336.912300	1.0	0.0	1.0

	Symptoms	Alcohol	HBsAg	HBcAb	HCVAb	Cirrhosis	Endemic	Smoking	Diabetes	Obesity	Hemochro	AHT	CRI	HIV	Varices	Spleno	PHT	PVT	Metastasis	Hallmark	Age	Grams_day	Packs_year	PS	Encephalopathy	Ascites	INR	AFP	Hemoglobin	MCV	Leucocytes	Platelets	Albumin	Total_Bil	ALT	AST	GGT	ALP	TP	Creatinine	Nodules	Major_Dim	Dir_Bil	Iron	Sat	Ferritin	Class	male_0	male_1
155	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	1.0	0.0	1.0	64.0	75.000000	25.000000	3.0	2.0	3.0	1.63	1671.000000	12.8	101.6	4.4	172000.0	3.44	5.8	38.0	95.0	92.0	139.0	7.6	0.90	3.0	9.0	2.900000	111.000000	94.000000	1600.000000	0.0	0.0	1.0
156	1.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	49.0	0.000000	0.000000	1.0	2.0	2.0	1.24	975.000000	15.3	103.0	11.5	124000.0	3.50	1.2	62.0	85.0	561.0	266.0	7.5	0.77	1.0	2.3	0.600000	180.000000	70.000000	1176.000000	0.0	0.0	1.0
157	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	62.0	0.000000	20.000000	0.0	2.0	2.0	1.41	1.700000	14.7	97.2	6900.0	72000.0	3.50	1.3	31.0	24.0	67.0	97.0	7.3	0.76	1.0	3.5	0.300000	117.082829	49.776891	214.790836	1.0	0.0	1.0
158	1.0	0.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	71.0	0.000000	0.004497	3.0	2.0	2.0	1.16	1713.000000	8.2	94.2	6.0	209000.0	3.60	0.3	62.0	59.0	450.0	263.0	6.8	1.49	1.0	7.5	0.775370	122.988497	43.168315	352.969827	1.0	0.0	1.0
159	1.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	1.0	64.0	100.000000	0.000000	3.0	3.0	3.0	1.52	4.900000	7.9	111.2	4.1	67000.0	2.43	1.9	40.0	71.0	69.0	73.0	4.8	0.77	5.0	3.2	0.700000	40.000000	18.000000	283.000000	0.0	0.0	1.0
160	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	40.0	0.000000	0.000000	0.0	2.0	2.0	0.84	1.500071	15.4	109.2	9.3	184000.0	4.60	0.5	35.0	40.0	449.0	109.0	7.6	0.70	5.0	3.0	0.332676	101.060875	48.705253	596.033889	1.0	1.0	0.0
161	1.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	68.0	0.000000	0.000000	2.0	2.0	2.0	1.33	4887.000000	12.1	88.9	2.5	141.0	3.00	3.6	50.0	91.0	147.0	280.0	6.7	0.70	1.0	2.2	2.300000	82.001078	25.973099	204.883974	0.0	1.0	0.0
162	0.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0	1.0	1.0	0.0	1.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0	65.0	0.000000	48.000000	0.0	2.0	2.0	1.13	75.000000	13.3	90.0	8.0	385000.0	4.30	0.6	53.0	52.0	164.0	181.0	7.5	1.46	5.0	18.6	20.366033	23.586409	9.252908	453.385865	1.0	0.0	1.0
163	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	44.0	0.000004	0.000002	2.0	2.0	2.0	2.14	94964.000000	15.6	117.3	5200.0	118000.0	4.80	1.1	50.0	60.0	320.0	170.0	8.4	0.74	5.0	18.0	1.048652	53.464834	22.363728	391.709744	0.0	0.0	1.0
164	1.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	1.0	52.0	50.000000	0.000069	0.0	2.0	2.0	1.79	44340.000000	12.7	95.8	14.4	412000.0	2.20	28.5	78.0	127.0	444.0	462.0	6.6	3.95	5.0	8.5	19.800000	33.165007	9.033764	118.185286	0.0	0.0	1.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation